{"id":"W2927045142","doi":"10.7939/r3k06xg6r","title":"Mapping the Scholarship of Teaching and Learning across Canada","year":2018,"lang":"en","type":"article","venue":"Open MIND","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Sociology; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004806257,0.0003111271,0.0006647985,0.01325405,0.01577315,0.007835834,0.002538304,0.0007983099,0.00616696],"category_scores_gemma":[0.02007108,0.0003855064,0.0004815347,0.03470498,0.003888249,0.002383323,0.009621272,0.001657802,0.000377478],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1583477,"about_ca_system_score_gemma":0.31495,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9959862,"about_ca_topic_score_gemma":0.9977398,"domain_scores_codex":[0.9891369,0.001683362,0.0006513266,0.001015555,0.00428403,0.003228795],"domain_scores_gemma":[0.9718994,0.004144017,0.002402272,0.0009930683,0.01415643,0.006404841],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001824063,0.0001053897,0.3489852,0.001727673,0.0001313396,0.001114275,0.3380866,0.001084031,0.001333087,0.03800093,0.03177046,0.2374786],"study_design_scores_gemma":[0.00001309854,0.00004963765,0.4385328,0.001130792,0.00004509777,0.0001370476,0.3852154,0.0006133253,0.0004183626,0.001693365,0.1720645,0.00008661923],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8702139,0.008638655,0.002579114,0.01724839,0.0002333786,0.0004463419,0.0102472,0.0002106161,0.09018239],"genre_scores_gemma":[0.9836485,0.003183735,0.00159384,0.0008573775,0.00001701445,0.0001384457,0.001735609,0.00005598281,0.008769404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9951937,"threshold_uncertainty_score":0.9761974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1098307223565628,"score_gpt":0.4600340427885566,"score_spread":0.3502033204319938,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}